Frequencies for first 10,000 rows of prep variable in zipcode2016 dataset : Number of | returns | with paid | preparer's | signature | Freq. Percent Cum. ------------+----------------------------------- 0 | 1,124 11.24 11.24 20 | 301 3.01 14.25 30 | 633 6.33 20.58 40 | 584 5.84 26.42 50 | 458 4.58 31.00 60 | 359 3.59 34.59 70 | 328 3.28 37.87 80 | 306 3.06 40.93 90 | 230 2.30 43.23 100 | 244 2.44 45.67 110 | 213 2.13 47.80 120 | 179 1.79 49.59 130 | 156 1.56 51.15 140 | 144 1.44 52.59 150 | 146 1.46 54.05 160 | 161 1.61 55.66 170 | 130 1.30 56.96 180 | 119 1.19 58.15 190 | 125 1.25 59.40 200 | 92 0.92 60.32 210 | 105 1.05 61.37 220 | 87 0.87 62.24 230 | 104 1.04 63.28 240 | 85 0.85 64.13 250 | 80 0.80 64.93 260 | 82 0.82 65.75 270 | 75 0.75 66.50 280 | 72 0.72 67.22 290 | 74 0.74 67.96 300 | 52 0.52 68.48 310 | 53 0.53 69.01 320 | 63 0.63 69.64 330 | 55 0.55 70.19 340 | 66 0.66 70.85 350 | 47 0.47 71.32 360 | 53 0.53 71.85 370 | 63 0.63 72.48 380 | 35 0.35 72.83 390 | 59 0.59 73.42 400 | 51 0.51 73.93 410 | 42 0.42 74.35 420 | 43 0.43 74.78 430 | 37 0.37 75.15 440 | 41 0.41 75.56 450 | 37 0.37 75.93 460 | 28 0.28 76.21 470 | 48 0.48 76.69 480 | 34 0.34 77.03 490 | 42 0.42 77.45 500 | 40 0.40 77.85 510 | 41 0.41 78.26 520 | 34 0.34 78.60 530 | 31 0.31 78.91 540 | 24 0.24 79.15 550 | 27 0.27 79.42 560 | 27 0.27 79.69 570 | 35 0.35 80.04 580 | 26 0.26 80.30 590 | 37 0.37 80.67 600 | 34 0.34 81.01 610 | 26 0.26 81.27 620 | 25 0.25 81.52 630 | 30 0.30 81.82 640 | 27 0.27 82.09 650 | 16 0.16 82.25 660 | 17 0.17 82.42 670 | 20 0.20 82.62 680 | 26 0.26 82.88 690 | 21 0.21 83.09 700 | 28 0.28 83.37 710 | 20 0.20 83.57 720 | 16 0.16 83.73 730 | 17 0.17 83.90 740 | 20 0.20 84.10 750 | 26 0.26 84.36 760 | 16 0.16 84.52 770 | 19 0.19 84.71 780 | 17 0.17 84.88 790 | 23 0.23 85.11 800 | 13 0.13 85.24 810 | 18 0.18 85.42 820 | 17 0.17 85.59 830 | 21 0.21 85.80 840 | 16 0.16 85.96 850 | 18 0.18 86.14 860 | 17 0.17 86.31 870 | 15 0.15 86.46 880 | 18 0.18 86.64 890 | 14 0.14 86.78 900 | 23 0.23 87.01 910 | 14 0.14 87.15 920 | 12 0.12 87.27 930 | 15 0.15 87.42 940 | 20 0.20 87.62 950 | 20 0.20 87.82 960 | 16 0.16 87.98 970 | 17 0.17 88.15 980 | 14 0.14 88.29 990 | 18 0.18 88.47 1000 | 15 0.15 88.62 1010 | 12 0.12 88.74 1020 | 13 0.13 88.87 1030 | 6 0.06 88.93 1040 | 12 0.12 89.05 1050 | 10 0.10 89.15 1060 | 9 0.09 89.24 1070 | 9 0.09 89.33 1080 | 15 0.15 89.48 1090 | 12 0.12 89.60 1100 | 10 0.10 89.70 1110 | 18 0.18 89.88 1120 | 7 0.07 89.95 1130 | 15 0.15 90.10 1140 | 11 0.11 90.21 1150 | 12 0.12 90.33 1160 | 11 0.11 90.44 1170 | 16 0.16 90.60 1180 | 10 0.10 90.70 1190 | 9 0.09 90.79 1200 | 15 0.15 90.94 1210 | 8 0.08 91.02 1220 | 8 0.08 91.10 1230 | 12 0.12 91.22 1240 | 9 0.09 91.31 1250 | 4 0.04 91.35 1260 | 8 0.08 91.43 1270 | 10 0.10 91.53 1280 | 5 0.05 91.58 1290 | 2 0.02 91.60 1300 | 2 0.02 91.62 1310 | 5 0.05 91.67 1320 | 7 0.07 91.74 1330 | 5 0.05 91.79 1340 | 8 0.08 91.87 1350 | 12 0.12 91.99 1360 | 5 0.05 92.04 1370 | 7 0.07 92.11 1380 | 7 0.07 92.18 1390 | 6 0.06 92.24 1400 | 14 0.14 92.38 1410 | 5 0.05 92.43 1420 | 2 0.02 92.45 1430 | 8 0.08 92.53 1440 | 2 0.02 92.55 1450 | 9 0.09 92.64 1460 | 6 0.06 92.70 1470 | 6 0.06 92.76 1480 | 4 0.04 92.80 1490 | 4 0.04 92.84 1500 | 8 0.08 92.92 1510 | 3 0.03 92.95 1520 | 3 0.03 92.98 1530 | 5 0.05 93.03 1540 | 8 0.08 93.11 1550 | 2 0.02 93.13 1560 | 3 0.03 93.16 1570 | 2 0.02 93.18 1580 | 6 0.06 93.24 1590 | 4 0.04 93.28 1600 | 1 0.01 93.29 1610 | 5 0.05 93.34 1620 | 6 0.06 93.40 1630 | 4 0.04 93.44 1640 | 4 0.04 93.48 1650 | 7 0.07 93.55 1660 | 4 0.04 93.59 1670 | 4 0.04 93.63 1680 | 3 0.03 93.66 1690 | 3 0.03 93.69 1700 | 5 0.05 93.74 1710 | 4 0.04 93.78 1720 | 7 0.07 93.85 1730 | 7 0.07 93.92 1740 | 6 0.06 93.98 1750 | 10 0.10 94.08 1760 | 2 0.02 94.10 1770 | 2 0.02 94.12 1780 | 4 0.04 94.16 1790 | 3 0.03 94.19 1800 | 4 0.04 94.23 1810 | 6 0.06 94.29 1820 | 2 0.02 94.31 1830 | 6 0.06 94.37 1840 | 6 0.06 94.43 1850 | 3 0.03 94.46 1860 | 3 0.03 94.49 1870 | 2 0.02 94.51 1880 | 5 0.05 94.56 1890 | 2 0.02 94.58 1900 | 5 0.05 94.63 1910 | 1 0.01 94.64 1920 | 3 0.03 94.67 1930 | 4 0.04 94.71 1940 | 4 0.04 94.75 1950 | 3 0.03 94.78 1960 | 1 0.01 94.79 1970 | 2 0.02 94.81 1980 | 6 0.06 94.87 1990 | 3 0.03 94.90 2000 | 2 0.02 94.92 2010 | 2 0.02 94.94 2020 | 1 0.01 94.95 2040 | 1 0.01 94.96 2050 | 3 0.03 94.99 2060 | 2 0.02 95.01 2070 | 2 0.02 95.03 2080 | 3 0.03 95.06 2090 | 6 0.06 95.12 2100 | 1 0.01 95.13 2110 | 1 0.01 95.14 2120 | 1 0.01 95.15 2130 | 1 0.01 95.16 2140 | 1 0.01 95.17 2150 | 3 0.03 95.20 2160 | 1 0.01 95.21 2170 | 2 0.02 95.23 2180 | 1 0.01 95.24 2190 | 1 0.01 95.25 2200 | 1 0.01 95.26 2220 | 1 0.01 95.27 2230 | 1 0.01 95.28 2240 | 4 0.04 95.32 2250 | 1 0.01 95.33 2260 | 1 0.01 95.34 2270 | 2 0.02 95.36 2280 | 3 0.03 95.39 2290 | 3 0.03 95.42 2300 | 1 0.01 95.43 2310 | 6 0.06 95.49 2320 | 1 0.01 95.50 2330 | 2 0.02 95.52 2340 | 3 0.03 95.55 2350 | 1 0.01 95.56 2360 | 1 0.01 95.57 2370 | 1 0.01 95.58 2380 | 2 0.02 95.60 2390 | 4 0.04 95.64 2400 | 1 0.01 95.65 2410 | 2 0.02 95.67 2420 | 2 0.02 95.69 2430 | 1 0.01 95.70 2440 | 1 0.01 95.71 2460 | 1 0.01 95.72 2470 | 1 0.01 95.73 2480 | 1 0.01 95.74 2490 | 2 0.02 95.76 2500 | 1 0.01 95.77 2510 | 4 0.04 95.81 2580 | 3 0.03 95.84 2590 | 1 0.01 95.85 2600 | 2 0.02 95.87 2620 | 1 0.01 95.88 2630 | 2 0.02 95.90 2640 | 2 0.02 95.92 2650 | 1 0.01 95.93 2660 | 2 0.02 95.95 2670 | 2 0.02 95.97 2680 | 2 0.02 95.99 2690 | 3 0.03 96.02 2700 | 1 0.01 96.03 2710 | 2 0.02 96.05 2720 | 4 0.04 96.09 2740 | 1 0.01 96.10 2750 | 1 0.01 96.11 2760 | 1 0.01 96.12 2770 | 1 0.01 96.13 2830 | 1 0.01 96.14 2850 | 2 0.02 96.16 2860 | 1 0.01 96.17 2870 | 1 0.01 96.18 2890 | 2 0.02 96.20 2900 | 1 0.01 96.21 2910 | 1 0.01 96.22 2920 | 1 0.01 96.23 2950 | 1 0.01 96.24 2960 | 1 0.01 96.25 3010 | 1 0.01 96.26 3070 | 1 0.01 96.27 3100 | 1 0.01 96.28 3110 | 1 0.01 96.29 3120 | 1 0.01 96.30 3130 | 1 0.01 96.31 3140 | 1 0.01 96.32 3160 | 1 0.01 96.33 3200 | 1 0.01 96.34 3210 | 1 0.01 96.35 3220 | 1 0.01 96.36 3230 | 1 0.01 96.37 3260 | 1 0.01 96.38 3280 | 2 0.02 96.40 3340 | 1 0.01 96.41 3360 | 1 0.01 96.42 3410 | 1 0.01 96.43 3420 | 2 0.02 96.45 3430 | 1 0.01 96.46 3460 | 2 0.02 96.48 3480 | 1 0.01 96.49 3490 | 2 0.02 96.51 3520 | 1 0.01 96.52 3540 | 1 0.01 96.53 3560 | 1 0.01 96.54 3600 | 1 0.01 96.55 3640 | 1 0.01 96.56 3650 | 2 0.02 96.58 3720 | 2 0.02 96.60 3870 | 1 0.01 96.61 3890 | 2 0.02 96.63 4020 | 1 0.01 96.64 4030 | 1 0.01 96.65 4050 | 1 0.01 96.66 4070 | 1 0.01 96.67 4100 | 1 0.01 96.68 4150 | 1 0.01 96.69 4160 | 1 0.01 96.70 4200 | 1 0.01 96.71 4290 | 1 0.01 96.72 4470 | 1 0.01 96.73 4500 | 1 0.01 96.74 4550 | 1 0.01 96.75 4570 | 1 0.01 96.76 4580 | 1 0.01 96.77 4680 | 1 0.01 96.78 4710 | 1 0.01 96.79 4720 | 1 0.01 96.80 5010 | 1 0.01 96.81 5140 | 1 0.01 96.82 5180 | 1 0.01 96.83 5340 | 1 0.01 96.84 5510 | 1 0.01 96.85 5890 | 1 0.01 96.86 5950 | 1 0.01 96.87 6100 | 1 0.01 96.88 6160 | 1 0.01 96.89 6170 | 1 0.01 96.90 6180 | 1 0.01 96.91 6580 | 1 0.01 96.92 7040 | 1 0.01 96.93 7050 | 1 0.01 96.94 7780 | 1 0.01 96.95 9780 | 1 0.01 96.96 9860 | 1 0.01 96.97 9910 | 1 0.01 96.98 9970 | 1 0.01 96.99 10340 | 1 0.01 97.00 11830 | 1 0.01 97.01 12620 | 1 0.01 97.02 13220 | 1 0.01 97.03 13520 | 1 0.01 97.04 15880 | 1 0.01 97.05 15910 | 1 0.01 97.06 15960 | 1 0.01 97.07 16030 | 1 0.01 97.08 16060 | 1 0.01 97.09 16390 | 1 0.01 97.10 17960 | 1 0.01 97.11 19400 | 1 0.01 97.12 20690 | 1 0.01 97.13 20790 | 1 0.01 97.14 21130 | 1 0.01 97.15 21200 | 1 0.01 97.16 21740 | 1 0.01 97.17 22250 | 1 0.01 97.18 22500 | 1 0.01 97.19 22800 | 1 0.01 97.20 23010 | 1 0.01 97.21 23730 | 1 0.01 97.22 24140 | 1 0.01 97.23 24390 | 1 0.01 97.24 25070 | 1 0.01 97.25 25190 | 1 0.01 97.26 27280 | 1 0.01 97.27 28050 | 1 0.01 97.28 28390 | 1 0.01 97.29 28960 | 1 0.01 97.30 29900 | 1 0.01 97.31 31790 | 1 0.01 97.32 31880 | 1 0.01 97.33 32250 | 1 0.01 97.34 32550 | 1 0.01 97.35 32810 | 1 0.01 97.36 33350 | 1 0.01 97.37 34060 | 1 0.01 97.38 34320 | 1 0.01 97.39 34560 | 1 0.01 97.40 34860 | 1 0.01 97.41 34940 | 1 0.01 97.42 35100 | 1 0.01 97.43 35160 | 1 0.01 97.44 35260 | 1 0.01 97.45 35600 | 1 0.01 97.46 35790 | 1 0.01 97.47 36140 | 1 0.01 97.48 36180 | 1 0.01 97.49 36620 | 1 0.01 97.50 37470 | 1 0.01 97.51 37680 | 1 0.01 97.52 38020 | 1 0.01 97.53 38380 | 1 0.01 97.54 39010 | 1 0.01 97.55 40950 | 1 0.01 97.56 41260 | 1 0.01 97.57 41720 | 1 0.01 97.58 42920 | 1 0.01 97.59 44690 | 1 0.01 97.60 45360 | 1 0.01 97.61 45550 | 1 0.01 97.62 45580 | 1 0.01 97.63 45670 | 1 0.01 97.64 45740 | 1 0.01 97.65 46240 | 1 0.01 97.66 48230 | 1 0.01 97.67 49300 | 1 0.01 97.68 49870 | 1 0.01 97.69 50590 | 1 0.01 97.70 53300 | 1 0.01 97.71 53370 | 1 0.01 97.72 53690 | 1 0.01 97.73 54060 | 1 0.01 97.74 54490 | 1 0.01 97.75 54550 | 1 0.01 97.76 54930 | 1 0.01 97.77 55490 | 1 0.01 97.78 56720 | 1 0.01 97.79 56840 | 1 0.01 97.80 57740 | 1 0.01 97.81 57970 | 1 0.01 97.82 59470 | 1 0.01 97.83 61110 | 1 0.01 97.84 61250 | 1 0.01 97.85 61630 | 1 0.01 97.86 62730 | 1 0.01 97.87 64030 | 1 0.01 97.88 65190 | 1 0.01 97.89 65960 | 1 0.01 97.90 66350 | 1 0.01 97.91 68080 | 1 0.01 97.92 70060 | 1 0.01 97.93 70120 | 1 0.01 97.94 70550 | 1 0.01 97.95 71300 | 1 0.01 97.96 73230 | 1 0.01 97.97 73950 | 1 0.01 97.98 74130 | 1 0.01 97.99 77330 | 1 0.01 98.00 79930 | 1 0.01 98.01 80600 | 1 0.01 98.02 82090 | 1 0.01 98.03 82660 | 1 0.01 98.04 83080 | 1 0.01 98.05 84670 | 1 0.01 98.06 88890 | 1 0.01 98.07 89010 | 1 0.01 98.08 89410 | 1 0.01 98.09 89680 | 1 0.01 98.10 90110 | 1 0.01 98.11 90680 | 1 0.01 98.12 91840 | 1 0.01 98.13 93270 | 1 0.01 98.14 95800 | 1 0.01 98.15 97760 | 1 0.01 98.16 97860 | 1 0.01 98.17 98430 | 1 0.01 98.18 98780 | 1 0.01 98.19 99200 | 1 0.01 98.20 99430 | 1 0.01 98.21 99700 | 1 0.01 98.22 99990 | 1 0.01 98.23 100520 | 1 0.01 98.24 101640 | 1 0.01 98.25 101740 | 1 0.01 98.26 103870 | 1 0.01 98.27 106880 | 1 0.01 98.28 108440 | 1 0.01 98.29 110930 | 1 0.01 98.30 111840 | 1 0.01 98.31 117120 | 1 0.01 98.32 118530 | 1 0.01 98.33 119250 | 1 0.01 98.34 120410 | 1 0.01 98.35 122170 | 1 0.01 98.36 122620 | 1 0.01 98.37 123610 | 1 0.01 98.38 124680 | 1 0.01 98.39 125080 | 1 0.01 98.40 125660 | 1 0.01 98.41 126150 | 1 0.01 98.42 126190 | 1 0.01 98.43 129410 | 1 0.01 98.44 130820 | 1 0.01 98.45 131230 | 1 0.01 98.46 133170 | 1 0.01 98.47 135030 | 1 0.01 98.48 136340 | 1 0.01 98.49 136450 | 1 0.01 98.50 140050 | 1 0.01 98.51 140250 | 1 0.01 98.52 142190 | 1 0.01 98.53 144280 | 1 0.01 98.54 146170 | 1 0.01 98.55 148560 | 1 0.01 98.56 149030 | 1 0.01 98.57 154580 | 1 0.01 98.58 154880 | 1 0.01 98.59 155810 | 1 0.01 98.60 155840 | 1 0.01 98.61 157310 | 1 0.01 98.62 158780 | 1 0.01 98.63 163150 | 1 0.01 98.64 163920 | 1 0.01 98.65 167380 | 1 0.01 98.66 168000 | 1 0.01 98.67 168220 | 1 0.01 98.68 168340 | 1 0.01 98.69 169290 | 1 0.01 98.70 172380 | 1 0.01 98.71 173640 | 1 0.01 98.72 178740 | 1 0.01 98.73 179250 | 1 0.01 98.74 180330 | 1 0.01 98.75 181360 | 1 0.01 98.76 182350 | 1 0.01 98.77 184400 | 1 0.01 98.78 184890 | 1 0.01 98.79 186110 | 1 0.01 98.80 192250 | 1 0.01 98.81 192360 | 1 0.01 98.82 195580 | 1 0.01 98.83 196400 | 1 0.01 98.84 198630 | 1 0.01 98.85 198710 | 1 0.01 98.86 199330 | 1 0.01 98.87 207390 | 1 0.01 98.88 210940 | 1 0.01 98.89 211880 | 1 0.01 98.90 214130 | 1 0.01 98.91 214830 | 1 0.01 98.92 215470 | 1 0.01 98.93 215650 | 1 0.01 98.94 217130 | 1 0.01 98.95 227210 | 1 0.01 98.96 228980 | 1 0.01 98.97 229320 | 1 0.01 98.98 231030 | 1 0.01 98.99 236120 | 1 0.01 99.00 236650 | 1 0.01 99.01 239690 | 1 0.01 99.02 242280 | 1 0.01 99.03 243890 | 1 0.01 99.04 246570 | 1 0.01 99.05 247880 | 1 0.01 99.06 251100 | 1 0.01 99.07 253670 | 1 0.01 99.08 254710 | 1 0.01 99.09 263580 | 2 0.02 99.11 265970 | 1 0.01 99.12 266230 | 1 0.01 99.13 270600 | 1 0.01 99.14 272440 | 1 0.01 99.15 273350 | 1 0.01 99.16 276000 | 1 0.01 99.17 276210 | 1 0.01 99.18 278090 | 1 0.01 99.19 280200 | 1 0.01 99.20 282660 | 1 0.01 99.21 286760 | 1 0.01 99.22 287620 | 1 0.01 99.23 294590 | 1 0.01 99.24 303640 | 1 0.01 99.25 305040 | 1 0.01 99.26 307990 | 1 0.01 99.27 322040 | 1 0.01 99.28 322630 | 1 0.01 99.29 329230 | 1 0.01 99.30 330210 | 1 0.01 99.31 331510 | 1 0.01 99.32 332610 | 1 0.01 99.33 333020 | 1 0.01 99.34 339500 | 1 0.01 99.35 339870 | 1 0.01 99.36 343870 | 1 0.01 99.37 345520 | 1 0.01 99.38 347670 | 1 0.01 99.39 350120 | 1 0.01 99.40 358180 | 1 0.01 99.41 363610 | 1 0.01 99.42 364140 | 1 0.01 99.43 375730 | 1 0.01 99.44 380170 | 1 0.01 99.45 383290 | 1 0.01 99.46 386640 | 1 0.01 99.47 394520 | 1 0.01 99.48 396390 | 1 0.01 99.49 416190 | 1 0.01 99.50 422450 | 1 0.01 99.51 422720 | 1 0.01 99.52 431720 | 1 0.01 99.53 440830 | 1 0.01 99.54 441530 | 1 0.01 99.55 457040 | 1 0.01 99.56 458070 | 1 0.01 99.57 459760 | 1 0.01 99.58 466040 | 1 0.01 99.59 468980 | 1 0.01 99.60 479160 | 1 0.01 99.61 481710 | 1 0.01 99.62 483880 | 1 0.01 99.63 502650 | 1 0.01 99.64 510010 | 1 0.01 99.65 514610 | 1 0.01 99.66 518020 | 1 0.01 99.67 530230 | 1 0.01 99.68 530960 | 1 0.01 99.69 554500 | 1 0.01 99.70 554790 | 1 0.01 99.71 561680 | 1 0.01 99.72 564080 | 1 0.01 99.73 623170 | 1 0.01 99.74 674320 | 1 0.01 99.75 694470 | 1 0.01 99.76 695150 | 1 0.01 99.77 741570 | 1 0.01 99.78 743870 | 1 0.01 99.79 777090 | 1 0.01 99.80 814260 | 1 0.01 99.81 815420 | 1 0.01 99.82 829800 | 1 0.01 99.83 837030 | 1 0.01 99.84 877120 | 1 0.01 99.85 881880 | 1 0.01 99.86 909080 | 1 0.01 99.87 951650 | 1 0.01 99.88 991650 | 1 0.01 99.89 1060760 | 1 0.01 99.90 1176710 | 1 0.01 99.91 1285810 | 1 0.01 99.92 1376850 | 1 0.01 99.93 1455480 | 1 0.01 99.94 1559610 | 1 0.01 99.95 1990730 | 1 0.01 99.96 2114350 | 1 0.01 99.97 2132480 | 1 0.01 99.98 2571310 | 1 0.01 99.99 3507610 | 1 0.01 100.00 ------------+----------------------------------- Total | 10,000 100.00 by Jean Roth , jroth@nber.org , 21 Sep 2018